One of the issues we have at our university is the ability of evidence on academic dishonesty to survive multiple layers of student appeals. Despite having very probable cause of cheating, if students can create doubt that the evidence is not 100% certain (or there is even a remote possibility of pure coincidence), they may win their appeal.